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Assignment_Recommender

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VGreatVig07 commited on Apr 25, 2025

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1 Parent(s): 9344260

Delete Backend

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Backend/.DS_Store +0 -0
Backend/Dockerfile +0 -12
Backend/Static/index.html +0 -86
Backend/__pycache__/main.cpython-313.pyc +0 -0
Backend/app.py +0 -78
Backend/render.yaml +0 -10
Backend/requirements.txt +0 -103
Backend/shl_combined_assessments.csv +0 -0
Backend/shl_vector_index.faiss +0 -3

Backend/.DS_Store DELETED Viewed

Binary file (6.15 kB)

Backend/Dockerfile DELETED Viewed

@@ -1,12 +0,0 @@
-# Dockerfile
-FROM python:3.10-slim
-WORKDIR /app
-COPY . .
-RUN pip install --no-cache-dir -r requirements.txt
-EXPOSE 9000
-CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000"]

Backend/Static/index.html DELETED Viewed

@@ -1,86 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <meta charset="UTF-8">
-  <title>SHL Assessment Recommender</title>
-  <style>
-    body {
-      font-family: Arial, sans-serif;
-      padding: 20px;
-      background-color: #f4f6f8;
-    }
-    input, button {
-      padding: 10px;
-      font-size: 16px;
-      margin-right: 10px;
-    }
-    button {
-      cursor: pointer;
-    }
-    .results {
-      margin-top: 20px;
-    }
-    .card {
-      border: 1px solid #ccc;
-      padding: 15px;
-      margin: 10px 0;
-      border-radius: 10px;
-      background: #ffffff;
-      box-shadow: 0 2px 5px rgba(0,0,0,0.1);
-    }
-    .card h3 {
-      margin: 0 0 10px;
-    }
-  </style>
-</head>
-<body>
-  <h2>🔍 SHL Assessment Recommender</h2>
-  <input type="text" id="queryInput" placeholder="Enter your job role or requirement..." size="50">
-  <button onclick="sendQuery()">Search</button>
-  <div class="results" id="results"></div>
-  <script>
-    async function sendQuery() {
-      const query = document.getElementById("queryInput").value;
-      const resultsDiv = document.getElementById("results");
-      resultsDiv.innerHTML = "<p>Searching...</p>";
-      try {
-        const response = await fetch("http://localhost:8000/query", {
-          method: "POST",
-          headers: {
-            "Content-Type": "application/json"
-          },
-          body: JSON.stringify({ query })
-        });
-        const data = await response.json();
-        if (data.recommendations && data.recommendations.length > 0) {
-          resultsDiv.innerHTML = data.recommendations.map((r, index) => `
-            <div class="card">
-              <h3>🏆 Rank ${index + 1}: ${r.Assignment_Name}</h3>
-              <p>🔗 <a href="${r.Assignment_Link}" target="_blank">${r.Assignment_Link}</a></p>
-              <p>🧪 Test Type: ${r.Test_Type}</p>
-              <p>⏱️ Duration: ${r.Approximate_Completion_Time} mins</p>
-              <p>🌐 Remote Testing: ${r.Remote_Testing_Support}</p>
-              <p>📊 Adaptive/IRT: ${r.Adaptive_IRT_Support}</p>
-              <p>👤 Job Levels: ${r.Job_Levels}</p>
-            </div>
-          `).join("");
-        } else {
-          resultsDiv.innerHTML = "<p>No results found.</p>";
-        }
-      } catch (error) {
-        resultsDiv.innerHTML = `<p style="color:red;">Error: ${error.message}</p>`;
-      }
-    }
-  </script>
-</body>
-</html>

Backend/__pycache__/main.cpython-313.pyc DELETED Viewed

Binary file (3.96 kB)

Backend/app.py DELETED Viewed

@@ -1,78 +0,0 @@
-from fastapi import FastAPI, Request
-from fastapi.staticfiles import StaticFiles
-from fastapi.responses import FileResponse
-from pydantic import BaseModel
-import google.generativeai as genai
-from dotenv import load_dotenv
-from fastapi.middleware.cors import CORSMiddleware
-import os
-import json
-import pandas as pd
-import faiss
-from sentence_transformers import SentenceTransformer
-import uvicorn
-import math
-# Load environment variables and configure Gemini
-load_dotenv()
-genai.configure(api_key=os.getenv("API_KEY"))
-gemini_model = genai.GenerativeModel("gemini-2.0-flash")
-# Load vector index and dataframe
-index = faiss.read_index("shl_vector_index.faiss")
-df = pd.read_csv("shl_combined_assessments.csv")
-model = SentenceTransformer("all-MiniLM-L6-v2")
-# FastAPI app
-app = FastAPI()
-app.mount("/static", StaticFiles(directory="Static"), name="static")
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],  # or specify your frontend origin like ["http://localhost:3000"]
-    allow_credentials=True,
-    allow_methods=["*"],  # allows all HTTP methods including OPTIONS
-    allow_headers=["*"],
-)
-@app.get("/")
-async def read_index():
-    return FileResponse(os.path.join("Static", "index.html"))
-# Request schema
-class Query(BaseModel):
-    query: str
-# Format result
-def format_row(row):
-    def safe_cast(val, cast_type, default):
-        try:
-            if val is None or (isinstance(val, float) and math.isnan(val)):
-                return default
-            return cast_type(val)
-        except Exception:
-            return default
-    return {
-        "Assignment_Name": str(row["Assignment_Name"]),
-        "Assignment_Link": str(row["Assignment_Link"]),
-        "Test_Type": str(row["Test_Type"]),
-        "Approximate_Completion_Time": safe_cast(row["Approximate_Completion_Time"], int, -1),
-        "Remote_Testing_Support": bool(row["Remote_Testing_Support"]),
-        "Adaptive_IRT_Support": bool(row["Adaptive_IRT_Support"]),
-        "Job_Levels": str(row.get("Job_Levels", "N/A")),
-    }
-# API endpoint
-@app.post("/query")
-async def query_assessments(payload: Query):
-    query_embedding = model.encode([payload.query]).astype("float32")
-    D, I = index.search(query_embedding, 10)  # Top 10 results
-    results = [format_row(df.iloc[idx]) for idx in I[0]]
-    return {"query": payload.query, "recommendations": results}
-# if __name__ == "__main__":
-#     uvicorn.run("main:app", host="0.0.0.0", port=9000, reload=True)

Backend/render.yaml DELETED Viewed

@@ -1,10 +0,0 @@
-services:
-  - type: web
-    name: shl-fastapi-backend
-    runtime: python
-    buildCommand: pip install -r requirements.txt
-    startCommand: uvicorn main:app --host 0.0.0.0 --port 9000
-    envVars:
-      - key: PORT
-        value: 9000
-    plan: free

Backend/requirements.txt DELETED Viewed

@@ -1,103 +0,0 @@
-aiofiles==24.1.0
-annotated-types==0.7.0
-anyio==4.9.0
-attrs==25.3.0
-beautifulsoup4==4.13.3
-bs4==0.0.2
-cachetools==5.5.2
-certifi==2025.1.31
-charset-normalizer==3.4.1
-click==8.1.8
-faiss-cpu==1.10.0
-fastapi==0.115.12
-filelock==3.18.0
-firecrawl-py==1.15.0
-fsspec==2025.3.2
-google==3.0.0
-google-ai-generativelanguage==0.6.15
-google-api-core==2.24.2
-google-api-python-client==2.166.0
-google-auth==2.38.0
-google-auth-httplib2==0.2.0
-google-genai==1.9.0
-google-generativeai==0.8.4
-google.py==0.1.1
-googleapis-common-protos==1.69.2
-greenlet==3.1.1
-grpcio==1.71.0
-grpcio-status==1.71.0
-h11==0.14.0
-httpcore==1.0.7
-httplib2==0.22.0
-httpx==0.28.1
-huggingface-hub==0.30.1
-idna==3.10
-Jinja2==3.1.6
-joblib==1.4.2
-jsonpatch==1.33
-jsonpointer==3.0.0
-langchain==0.3.23
-langchain-core==0.3.51
-langchain-text-splitters==0.3.8
-langsmith==0.3.24
-MarkupSafe==3.0.2
-mpmath==1.3.0
-nest-asyncio==1.6.0
-networkx==3.4.2
-numpy==2.2.4
-orjson==3.10.16
-outcome==1.3.0.post0
-packaging==24.2
-pandas==2.2.3
-pillow==11.1.0
-playwright==1.51.0
-proto-plus==1.26.1
-protobuf==5.29.4
-pyasn1==0.6.1
-pyasn1_modules==0.4.2
-pydantic==2.11.2
-pydantic_core==2.33.1
-pyee==12.1.1
-pyparsing==3.2.3
-PySocks==1.7.1
-python-dateutil==2.9.0.post0
-python-dotenv==1.1.0
-pytz==2025.2
-PyYAML==6.0.2
-regex==2024.11.6
-requests==2.32.3
-requests-toolbelt==1.0.0
-rsa==4.9
-safetensors==0.5.3
-scikit-learn==1.6.1
-scipy==1.15.2
-selenium==4.31.0
-sentence-transformers==4.0.2
-setuptools==78.1.0
-six==1.17.0
-sniffio==1.3.1
-sortedcontainers==2.4.0
-soupsieve==2.6
-SQLAlchemy==2.0.40
-starlette==0.46.1
-sympy==1.13.1
-tenacity==9.1.2
-threadpool==1.3.2
-threadpoolctl==3.6.0
-tokenizers==0.21.1
-torch==2.6.0
-tqdm==4.67.1
-transformers==4.50.3
-trio==0.29.0
-trio-websocket==0.12.2
-typing-inspection==0.4.0
-typing_extensions==4.13.1
-tzdata==2025.2
-uritemplate==4.1.1
-urllib3==2.3.0
-uvicorn==0.34.0
-webdriver-manager==4.0.2
-websocket-client==1.8.0
-websockets==15.0.1
-wsproto==1.2.0
-zstandard==0.23.0

Backend/shl_combined_assessments.csv DELETED Viewed

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Backend/shl_vector_index.faiss DELETED Viewed

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:56ece2437be1d6a57dab2687c453c864f3c7ac5445a73e334f653e25d2a6e0cd
-size 795693